{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1c5a4ca79d0>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = range(1, 7, 1)\n",
    "y = range(10, 70, 10)\n",
    "\n",
    "plt.scatter(x, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 气泡图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1c5a6f8ea70>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = np.random.randn(100, 2)\n",
    "s = np.random.randint(50, 200, 100)\n",
    "c = np.random.randn(100)\n",
    "\n",
    "plt.scatter(data[:, 0], data[:, 1], s=s,c=c,alpha=0.6)\n",
    "# data[:, 0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Pandas获取数据 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>月份</th>\n",
       "      <th>广告费用</th>\n",
       "      <th>销售收入</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014-01</td>\n",
       "      <td>24539</td>\n",
       "      <td>98984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2014-02</td>\n",
       "      <td>23760</td>\n",
       "      <td>88981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2014-03</td>\n",
       "      <td>3107</td>\n",
       "      <td>13898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2014-04</td>\n",
       "      <td>20950</td>\n",
       "      <td>71086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2014-05</td>\n",
       "      <td>7659</td>\n",
       "      <td>25936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>2021-12</td>\n",
       "      <td>7161</td>\n",
       "      <td>27045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>2022-01</td>\n",
       "      <td>21534</td>\n",
       "      <td>63760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>2022-02</td>\n",
       "      <td>22421</td>\n",
       "      <td>65945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>2022-03</td>\n",
       "      <td>24412</td>\n",
       "      <td>89930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>2022-04</td>\n",
       "      <td>12034</td>\n",
       "      <td>55495</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         月份   广告费用   销售收入\n",
       "0   2014-01  24539  98984\n",
       "1   2014-02  23760  88981\n",
       "2   2014-03   3107  13898\n",
       "3   2014-04  20950  71086\n",
       "4   2014-05   7659  25936\n",
       "..      ...    ...    ...\n",
       "95  2021-12   7161  27045\n",
       "96  2022-01  21534  63760\n",
       "97  2022-02  22421  65945\n",
       "98  2022-03  24412  89930\n",
       "99  2022-04  12034  55495\n",
       "\n",
       "[100 rows x 3 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_excel('data/plot.xlsx', sheet_name='scatter')\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 分析广告费用和销售收入之间的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "x, y = df.广告费用, df.销售收入"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5, 3))\n",
    "plt.scatter(x, y)\n",
    "\n",
    "plt.title('广告费用和销售收入之间的关系')\n",
    "plt.xlabel('广告费用')\n",
    "plt.ylabel('销售收入')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 六边形图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5, 3))\n",
    "plt.hexbin(x, y, gridsize=20, cmap='rainbow')\n",
    "\n",
    "plt.title('广告费用和销售收入之间的关系')\n",
    "plt.xlabel('广告费用')\n",
    "plt.ylabel('销售收入')\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
